{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sunflower baby  mountain porcupine baby  chimpanzee aquarium_fish oak_tree oak_tree raccoon tiger mouse cockroach lobster wolf  skunk tank  mouse plain boy   camel bowl  orchid chimpanzee whale worm  raccoon willow_tree bed   otter porcupine house\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, in_channel, in_shape, out_shape):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.dim_reduction = nn.Conv2d(in_channel, out_channels=1, kernel_size=1)\n",
    "    self.gate = nn.Sequential(*[\n",
    "      nn.Linear(in_shape, 1),\n",
    "      nn.Linear(1, out_shape)\n",
    "    ])\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    # 进行降维操作\n",
    "    origin_x_reduced = self.dim_reduction(origin_x)\n",
    "    origin_x_flat = origin_x_reduced.view(origin_x_reduced.size(0), -1)\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(self.gate(origin_x_flat)).view(layer_out.size())\n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = None\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "      \n",
    "    if self.highway == None:\n",
    "      in_b, inc, inw, inh = origin_x.shape\n",
    "      out_b, outc, outw, outh = layer_out.shape\n",
    "      #self.highway = HighwayNetwork(origin_x_flat.shape[-1], layer_out_flat.shape[-1]).to(device)\n",
    "      self.highway = HighwayNetwork(\n",
    "          origin_x.shape[1], inw * inh ,outc * outw * outh\n",
    "          ).to(device)\n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    #我们知道残差网络实际上就是T恒为0.5的情况。\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:3.8172,train_acc:11.5380,train_top5_acc:32.6400,test_loss:3.2987,test_acc:21.5100,test_top5_acc:49.6500\n",
      "epoch:1,train_loss:2.8751,train_acc:28.1580,train_top5_acc:58.4680,test_loss:2.6707,test_acc:33.5600,test_top5_acc:63.0600\n",
      "epoch:2,train_loss:2.2191,train_acc:41.8100,train_top5_acc:72.9600,test_loss:2.1115,test_acc:43.7600,test_top5_acc:75.3500\n",
      "epoch:3,train_loss:1.7298,train_acc:52.5220,train_top5_acc:82.3620,test_loss:1.8656,test_acc:49.3700,test_top5_acc:79.9600\n",
      "epoch:4,train_loss:1.3339,train_acc:62.3600,train_top5_acc:88.6220,test_loss:1.8570,test_acc:51.1800,test_top5_acc:80.5300\n",
      "epoch:5,train_loss:0.9785,train_acc:71.4680,train_top5_acc:93.6440,test_loss:1.8273,test_acc:52.9000,test_top5_acc:81.0600\n",
      "epoch:6,train_loss:0.6426,train_acc:80.8920,train_top5_acc:97.2660,test_loss:1.9501,test_acc:51.6700,test_top5_acc:80.6600\n",
      "epoch:7,train_loss:0.3999,train_acc:88.0500,train_top5_acc:98.9740,test_loss:2.1706,test_acc:51.3200,test_top5_acc:79.8700\n",
      "epoch:8,train_loss:0.2787,train_acc:91.6740,train_top5_acc:99.6040,test_loss:2.2144,test_acc:51.5900,test_top5_acc:80.1300\n",
      "epoch:9,train_loss:0.2084,train_acc:93.9820,train_top5_acc:99.7320,test_loss:2.1664,test_acc:52.4000,test_top5_acc:80.6200\n",
      "epoch:10,train_loss:0.1726,train_acc:95.0940,train_top5_acc:99.8560,test_loss:2.3363,test_acc:50.9100,test_top5_acc:79.2700\n",
      "epoch:11,train_loss:0.1798,train_acc:94.8620,train_top5_acc:99.8380,test_loss:2.2580,test_acc:51.2500,test_top5_acc:79.0600\n",
      "epoch:12,train_loss:0.1536,train_acc:95.6700,train_top5_acc:99.8660,test_loss:2.5442,test_acc:49.2100,test_top5_acc:76.9900\n",
      "epoch:13,train_loss:0.1700,train_acc:95.0460,train_top5_acc:99.8020,test_loss:2.2359,test_acc:52.0700,test_top5_acc:79.2100\n",
      "epoch:14,train_loss:0.1500,train_acc:95.7860,train_top5_acc:99.8800,test_loss:2.3128,test_acc:51.3000,test_top5_acc:79.1500\n",
      "epoch:15,train_loss:0.1736,train_acc:94.8720,train_top5_acc:99.8380,test_loss:2.4150,test_acc:49.2100,test_top5_acc:77.5900\n",
      "epoch:16,train_loss:0.1602,train_acc:95.2680,train_top5_acc:99.8300,test_loss:2.4723,test_acc:49.8500,test_top5_acc:77.8700\n",
      "epoch:17,train_loss:0.1467,train_acc:95.7440,train_top5_acc:99.8800,test_loss:2.4625,test_acc:49.7000,test_top5_acc:77.9600\n",
      "epoch:18,train_loss:0.1616,train_acc:95.1800,train_top5_acc:99.8100,test_loss:2.4138,test_acc:51.1400,test_top5_acc:78.7200\n",
      "epoch:19,train_loss:0.1416,train_acc:95.9040,train_top5_acc:99.8920,test_loss:2.5531,test_acc:49.6900,test_top5_acc:78.0500\n",
      "epoch:20,train_loss:0.1573,train_acc:95.3160,train_top5_acc:99.8360,test_loss:2.5740,test_acc:48.8200,test_top5_acc:77.4200\n",
      "epoch:21,train_loss:0.1507,train_acc:95.7520,train_top5_acc:99.8520,test_loss:2.4553,test_acc:49.9100,test_top5_acc:78.0400\n",
      "epoch:22,train_loss:0.1681,train_acc:94.9560,train_top5_acc:99.8280,test_loss:2.5201,test_acc:49.8800,test_top5_acc:76.6700\n",
      "epoch:23,train_loss:0.1435,train_acc:95.8560,train_top5_acc:99.8520,test_loss:2.3789,test_acc:50.7200,test_top5_acc:78.7900\n",
      "epoch:24,train_loss:0.1602,train_acc:95.2260,train_top5_acc:99.8320,test_loss:2.6304,test_acc:48.7100,test_top5_acc:76.7600\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
